{"id":"W2137787810","doi":"10.1109/icse-companion.2009.5070977","title":"Detecting inefficient API usage","year":2009,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Application programming interface; Java; Software; Code (set theory); Source code; Open source; Operating system; Software engineering; Database; World Wide Web; Programming language; Set (abstract data type)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005313004,0.00111435,0.001220583,0.007420898,0.00101514,0.001813717,0.002109037,0.001312767,0.001484778],"category_scores_gemma":[0.06769136,0.0008558547,0.0009105929,0.004537725,0.0006768468,0.003670734,0.002175136,0.001428923,0.001158858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007957636,"about_ca_system_score_gemma":0.001435588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002280071,"about_ca_topic_score_gemma":0.002998645,"domain_scores_codex":[0.9851017,0.003137185,0.002074589,0.002682508,0.006127313,0.0008767275],"domain_scores_gemma":[0.8986194,0.03636307,0.02369764,0.01916791,0.02061176,0.001540158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007387289,0.0005305476,0.5372341,0.001132542,0.0004794852,0.001862876,0.003187306,0.007969641,0.05761435,0.005296506,0.01099405,0.3729599],"study_design_scores_gemma":[0.00013701,0.001018872,0.4543211,0.0004230675,0.0008811045,0.007233601,0.00229677,0.3369437,0.1422822,0.01286707,0.04113929,0.0004560546],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7462947,0.0007197131,0.233145,0.0003330089,0.00009238034,0.0004694056,0.001810323,0.01191146,0.005224084],"genre_scores_gemma":[0.8367663,0.0002964528,0.1550163,0.0001886352,0.00005089668,0.0004239164,0.002856503,0.001605557,0.002795384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007420898,"threshold_uncertainty_score":0.02809823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642402709203266,"score_gpt":0.2647894805399278,"score_spread":0.2483654534478952,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}